Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 42 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.9 KiB |
| Average record size in memory | 45.5 B |
Variable types
| DateTime | 1 |
|---|---|
| Categorical | 2 |
| Numeric | 14 |
Mood_num is highly correlated with Friends | High correlation |
Friends is highly correlated with Mood_num | High correlation |
Mood_num is highly correlated with Friends | High correlation |
Friends is highly correlated with Mood_num | High correlation |
Mood_num is highly correlated with Friends | High correlation |
Friends is highly correlated with Mood_num | High correlation |
Date is highly correlated with Mood_bin and 15 other fields | High correlation |
Mood_bin is highly correlated with Date and 2 other fields | High correlation |
Mood_num is highly correlated with Date and 2 other fields | High correlation |
Time is highly correlated with Date | High correlation |
Day is highly correlated with Date | High correlation |
Exercise is highly correlated with Date | High correlation |
Family is highly correlated with Date | High correlation |
Food is highly correlated with Date | High correlation |
Friends is highly correlated with Date and 2 other fields | High correlation |
Hobby is highly correlated with Date | High correlation |
Love is highly correlated with Date | High correlation |
NightOut is highly correlated with Date | High correlation |
Projects is highly correlated with Date | High correlation |
School is highly correlated with Date | High correlation |
SelfCare is highly correlated with Date | High correlation |
Sleep is highly correlated with Date | High correlation |
Entertainment is highly correlated with Date | High correlation |
Day is uniformly distributed | Uniform |
Date has unique values | Unique |
Mood_num has 17 (40.5%) zeros | Zeros |
Exercise has 33 (78.6%) zeros | Zeros |
Family has 32 (76.2%) zeros | Zeros |
Food has 37 (88.1%) zeros | Zeros |
Friends has 22 (52.4%) zeros | Zeros |
Hobby has 39 (92.9%) zeros | Zeros |
Love has 33 (78.6%) zeros | Zeros |
NightOut has 40 (95.2%) zeros | Zeros |
Projects has 30 (71.4%) zeros | Zeros |
School has 16 (38.1%) zeros | Zeros |
SelfCare has 39 (92.9%) zeros | Zeros |
Sleep has 36 (85.7%) zeros | Zeros |
Entertainment has 41 (97.6%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-23 08:15:11.262810 |
|---|---|
| Analysis finished | 2022-11-23 08:15:45.221300 |
| Duration | 33.96 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 464.0 B |
| Minimum | 2022-10-01 00:00:00 |
|---|---|
| Maximum | 2022-11-11 00:00:00 |
Histogram with fixed size bins (bins=42)
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 294.0 B |
| Good | |
|---|---|
| Bad |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.595238095 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Bad |
|---|---|
| 2nd row | Bad |
| 3rd row | Good |
| 4th row | Good |
| 5th row | Bad |
Common Values
| Value | Count | Frequency (%) |
| Good | 25 | |
| Bad | 17 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| good | 25 | |
| bad | 17 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5952380952 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 17 |
| Zeros (%) | 40.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4967957724 |
|---|---|
| Coefficient of variation (CV) | 0.8346168977 |
| Kurtosis | -1.93238009 |
| Mean | 0.5952380952 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.4025799153 |
| Sum | 25 |
| Variance | 0.2468060395 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 1 | 25 | |
| 0 | 17 |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 1 | 25 |
| Value | Count | Frequency (%) |
| 1 | 25 | |
| 0 | 17 |
| Distinct | 38 |
|---|---|
| Distinct (%) | 90.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.17738095 |
| Minimum | 12.98333333 |
|---|---|
| Maximum | 23.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 12.98333333 |
|---|---|
| 5-th percentile | 15.73666667 |
| Q1 | 16.07083333 |
| median | 17.06666667 |
| Q3 | 20.39166667 |
| 95-th percentile | 22.91416667 |
| Maximum | 23.25 |
| Range | 10.26666667 |
| Interquartile range (IQR) | 4.320833333 |
Descriptive statistics
| Standard deviation | 2.845344749 |
|---|---|
| Coefficient of variation (CV) | 0.1565321625 |
| Kurtosis | -0.804637978 |
| Mean | 18.17738095 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | 0.5515694577 |
| Sum | 763.45 |
| Variance | 8.09598674 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 16 | 4 | 9.5% |
| 16.06666667 | 2 | 4.8% |
| 16.2 | 1 | 2.4% |
| 18.73333333 | 1 | 2.4% |
| 15.8 | 1 | 2.4% |
| 15.73333333 | 1 | 2.4% |
| 16.28333333 | 1 | 2.4% |
| 17.81666667 | 1 | 2.4% |
| 16.08333333 | 1 | 2.4% |
| 15.93333333 | 1 | 2.4% |
| Other values (28) | 28 |
| Value | Count | Frequency (%) |
| 12.98333333 | 1 | 2.4% |
| 13.53333333 | 1 | 2.4% |
| 15.73333333 | 1 | 2.4% |
| 15.8 | 1 | 2.4% |
| 15.93333333 | 1 | 2.4% |
| 16 | 4 | |
| 16.06666667 | 2 | |
| 16.08333333 | 1 | 2.4% |
| 16.11666667 | 1 | 2.4% |
| 16.2 | 1 | 2.4% |
| Value | Count | Frequency (%) |
| 23.25 | 1 | |
| 23.18333333 | 1 | |
| 22.91666667 | 1 | |
| 22.86666667 | 1 | |
| 22.76666667 | 1 | |
| 22.73333333 | 1 | |
| 22.71666667 | 1 | |
| 22.15 | 1 | |
| 21.75 | 1 | |
| 21 | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 16.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 526.0 B |
| Monday | |
|---|---|
| Tuesday | |
| Wednesday | |
| Thursday | |
| Friday | |
| Other values (2) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.142857143 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Saturday |
|---|---|
| 2nd row | Sunday |
| 3rd row | Monday |
| 4th row | Tuesday |
| 5th row | Wednesday |
Common Values
| Value | Count | Frequency (%) |
| Monday | 6 | |
| Tuesday | 6 | |
| Wednesday | 6 | |
| Thursday | 6 | |
| Friday | 6 | |
| Saturday | 6 | |
| Sunday | 6 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| monday | 6 | |
| tuesday | 6 | |
| wednesday | 6 | |
| thursday | 6 | |
| friday | 6 | |
| saturday | 6 | |
| sunday | 6 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2142857143 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 33 |
| Zeros (%) | 78.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4152997322 |
|---|---|
| Coefficient of variation (CV) | 1.938065417 |
| Kurtosis | 0.0891996892 |
| Mean | 0.2142857143 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.444739675 |
| Sum | 9 |
| Variance | 0.1724738676 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 33 | |
| 1 | 9 | 21.4% |
| Value | Count | Frequency (%) |
| 0 | 33 | |
| 1 | 9 | 21.4% |
| Value | Count | Frequency (%) |
| 1 | 9 | 21.4% |
| 0 | 33 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2380952381 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 32 |
| Zeros (%) | 76.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4310805374 |
|---|---|
| Coefficient of variation (CV) | 1.810538257 |
| Kurtosis | -0.3932451923 |
| Mean | 0.2380952381 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.275863678 |
| Sum | 10 |
| Variance | 0.1858304297 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 1 | 10 | 23.8% |
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 1 | 10 | 23.8% |
| Value | Count | Frequency (%) |
| 1 | 10 | 23.8% |
| 0 | 32 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.119047619 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 37 |
| Zeros (%) | 88.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3277700676 |
|---|---|
| Coefficient of variation (CV) | 2.753268568 |
| Kurtosis | 4.152848233 |
| Mean | 0.119047619 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.440735379 |
| Sum | 5 |
| Variance | 0.1074332172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 1 | 5 | 11.9% |
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 1 | 5 | 11.9% |
| Value | Count | Frequency (%) |
| 1 | 5 | 11.9% |
| 0 | 37 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4761904762 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 22 |
| Zeros (%) | 52.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.5054867366 |
|---|---|
| Coefficient of variation (CV) | 1.061522147 |
| Kurtosis | -2.09229021 |
| Mean | 0.4761904762 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.09891456369 |
| Sum | 20 |
| Variance | 0.2555168409 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 1 | 20 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 1 | 20 |
| Value | Count | Frequency (%) |
| 1 | 20 | |
| 0 | 22 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07142857143 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 39 |
| Zeros (%) | 92.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.95 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2606611802 |
|---|---|
| Coefficient of variation (CV) | 3.649256523 |
| Kurtosis | 10.41577909 |
| Mean | 0.07142857143 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.452758095 |
| Sum | 3 |
| Variance | 0.06794425087 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 39 | |
| 1 | 3 | 7.1% |
| Value | Count | Frequency (%) |
| 0 | 39 | |
| 1 | 3 | 7.1% |
| Value | Count | Frequency (%) |
| 1 | 3 | 7.1% |
| 0 | 39 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2142857143 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 33 |
| Zeros (%) | 78.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4152997322 |
|---|---|
| Coefficient of variation (CV) | 1.938065417 |
| Kurtosis | 0.0891996892 |
| Mean | 0.2142857143 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.444739675 |
| Sum | 9 |
| Variance | 0.1724738676 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 33 | |
| 1 | 9 | 21.4% |
| Value | Count | Frequency (%) |
| 0 | 33 | |
| 1 | 9 | 21.4% |
| Value | Count | Frequency (%) |
| 1 | 9 | 21.4% |
| 0 | 33 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04761904762 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 40 |
| Zeros (%) | 95.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2155402687 |
|---|---|
| Coefficient of variation (CV) | 4.526345643 |
| Kurtosis | 18.29625 |
| Mean | 0.04761904762 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.40752907 |
| Sum | 2 |
| Variance | 0.04645760743 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 40 | |
| 1 | 2 | 4.8% |
| Value | Count | Frequency (%) |
| 0 | 40 | |
| 1 | 2 | 4.8% |
| Value | Count | Frequency (%) |
| 1 | 2 | 4.8% |
| 0 | 40 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2857142857 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 30 |
| Zeros (%) | 71.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4572299569 |
|---|---|
| Coefficient of variation (CV) | 1.600304849 |
| Kurtosis | -1.085448718 |
| Mean | 0.2857142857 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9841874821 |
| Sum | 12 |
| Variance | 0.2090592334 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 30 | |
| 1 | 12 | 28.6% |
| Value | Count | Frequency (%) |
| 0 | 30 | |
| 1 | 12 | 28.6% |
| Value | Count | Frequency (%) |
| 1 | 12 | 28.6% |
| 0 | 30 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.619047619 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 16 |
| Zeros (%) | 38.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.491507435 |
|---|---|
| Coefficient of variation (CV) | 0.7939735488 |
| Kurtosis | -1.830898669 |
| Mean | 0.619047619 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.5086393047 |
| Sum | 26 |
| Variance | 0.2415795587 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 1 | 26 | |
| 0 | 16 |
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 1 | 26 |
| Value | Count | Frequency (%) |
| 1 | 26 | |
| 0 | 16 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07142857143 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 39 |
| Zeros (%) | 92.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.95 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2606611802 |
|---|---|
| Coefficient of variation (CV) | 3.649256523 |
| Kurtosis | 10.41577909 |
| Mean | 0.07142857143 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.452758095 |
| Sum | 3 |
| Variance | 0.06794425087 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 39 | |
| 1 | 3 | 7.1% |
| Value | Count | Frequency (%) |
| 0 | 39 | |
| 1 | 3 | 7.1% |
| Value | Count | Frequency (%) |
| 1 | 3 | 7.1% |
| 0 | 39 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1428571429 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 36 |
| Zeros (%) | 85.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3541688017 |
|---|---|
| Coefficient of variation (CV) | 2.479181612 |
| Kurtosis | 2.606303419 |
| Mean | 0.1428571429 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.117634293 |
| Sum | 6 |
| Variance | 0.1254355401 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 1 | 6 | 14.3% |
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 1 | 6 | 14.3% |
| Value | Count | Frequency (%) |
| 1 | 6 | 14.3% |
| 0 | 36 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02380952381 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 41 |
| Zeros (%) | 97.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 170.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.15430335 |
|---|---|
| Coefficient of variation (CV) | 6.480740698 |
| Kurtosis | 42 |
| Mean | 0.02380952381 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.480740698 |
| Sum | 1 |
| Variance | 0.02380952381 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 1 | 1 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 1 | 1 | 2.4% |
| Value | Count | Frequency (%) |
| 1 | 1 | 2.4% |
| 0 | 41 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Date | Mood_bin | Mood_num | Time | Day | Exercise | Family | Food | Friends | Hobby | Love | NightOut | Projects | School | SelfCare | Sleep | Entertainment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2022-10-01 | Bad | 0 | 16.200000 | Saturday | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 1 | 2022-10-02 | Bad | 0 | 20.750000 | Sunday | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 2022-10-03 | Good | 1 | 18.350000 | Monday | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 |
| 3 | 2022-10-04 | Good | 1 | 22.733333 | Tuesday | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
| 4 | 2022-10-05 | Bad | 0 | 22.150000 | Wednesday | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 5 | 2022-10-06 | Bad | 0 | 16.350000 | Thursday | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 6 | 2022-10-07 | Good | 1 | 17.316667 | Friday | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 7 | 2022-10-08 | Good | 1 | 18.866667 | Saturday | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 8 | 2022-10-09 | Bad | 0 | 22.916667 | Sunday | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| 9 | 2022-10-10 | Bad | 0 | 12.983333 | Monday | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
Last rows
| Date | Mood_bin | Mood_num | Time | Day | Exercise | Family | Food | Friends | Hobby | Love | NightOut | Projects | School | SelfCare | Sleep | Entertainment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2022-11-02 | Bad | 0 | 16.816667 | Wednesday | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 33 | 2022-11-03 | Good | 1 | 18.833333 | Thursday | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 |
| 34 | 2022-11-04 | Good | 1 | 16.000000 | Friday | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 |
| 35 | 2022-11-05 | Bad | 0 | 13.533333 | Saturday | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 36 | 2022-11-06 | Bad | 0 | 16.000000 | Sunday | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 37 | 2022-11-07 | Bad | 0 | 16.400000 | Monday | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 |
| 38 | 2022-11-08 | Good | 1 | 16.116667 | Tuesday | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 |
| 39 | 2022-11-09 | Good | 1 | 21.750000 | Wednesday | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 |
| 40 | 2022-11-10 | Good | 1 | 17.783333 | Thursday | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 41 | 2022-11-11 | Good | 1 | 16.550000 | Friday | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |